diff --git a/pom.xml b/pom.xml
index a1ba095..5e060a7 100644
--- a/pom.xml
+++ b/pom.xml
@@ -62,12 +62,12 @@
    			<groupId>org.springframework.ai</groupId>
    			<artifactId>spring-ai-mongodb-atlas-store-spring-boot-starter</artifactId>
 		</dependency>
-
+-->
 		<dependency>
 			<groupId>org.springframework.ai</groupId>
 			<artifactId>spring-ai-openai-spring-boot-starter</artifactId>
 		</dependency>
-		-->
+		
 
 		<dependency>
 		 <groupId>org.springframework.ai</groupId>
@@ -79,6 +79,11 @@
 			<artifactId>spring-ai-azure-store</artifactId>
 		</dependency>
 
+		<dependency>
+			<groupId>org.springframework.ai</groupId>
+			<artifactId>spring-ai-chroma-store</artifactId>
+		</dependency>
+
 		<dependency>
 			<groupId>org.springframework.cloud</groupId>
 			<artifactId>spring-cloud-starter-netflix-eureka-client</artifactId>
diff --git a/src/main/java/com/olympus/apollo/config/ApolloConfig.java b/src/main/java/com/olympus/apollo/config/ApolloConfig.java
new file mode 100644
index 0000000..516bf18
--- /dev/null
+++ b/src/main/java/com/olympus/apollo/config/ApolloConfig.java
@@ -0,0 +1,44 @@
+package com.olympus.apollo.config;
+
+import org.springframework.ai.azure.openai.AzureOpenAiEmbeddingModel;
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.ai.openai.OpenAiEmbeddingModel;
+import org.springframework.ai.vectorstore.ChromaVectorStore;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.ai.vectorstore.azure.AzureVectorStore;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.annotation.Primary;
+
+@Configuration
+public class ApolloConfig {
+
+    private final OpenAiEmbeddingModel openAiEmbeddingModel;
+    private final AzureOpenAiEmbeddingModel azureOpenAiEmbeddingModel;
+
+
+    // Autowiring beans from both libraries
+    public ApolloConfig(OpenAiEmbeddingModel myServiceLib1,
+                            AzureOpenAiEmbeddingModel azureOpenAiEmbeddingModel) {
+        this.openAiEmbeddingModel = myServiceLib1;
+        this.azureOpenAiEmbeddingModel = azureOpenAiEmbeddingModel;
+
+
+    }
+ 
+    // Re-declaring and marking one as primary
+    @Bean
+    public EmbeddingModel primaryMyService() {
+        return openAiEmbeddingModel;  // Choose the one you want as primary
+    }
+ 
+    // Optionally declare the other bean without primary
+    @Bean
+    @Primary
+    public EmbeddingModel secondaryMyService() {
+        return azureOpenAiEmbeddingModel;  // The other one
+    }
+
+ 
+
+}
diff --git a/src/main/java/com/olympus/apollo/config/EmbeddingConfig.java b/src/main/java/com/olympus/apollo/config/VectorStoreConfig.java
similarity index 72%
rename from src/main/java/com/olympus/apollo/config/EmbeddingConfig.java
rename to src/main/java/com/olympus/apollo/config/VectorStoreConfig.java
index d8a2643..1a64a32 100644
--- a/src/main/java/com/olympus/apollo/config/EmbeddingConfig.java
+++ b/src/main/java/com/olympus/apollo/config/VectorStoreConfig.java
@@ -1,30 +1,22 @@
 package com.olympus.apollo.config;
 
-import com.azure.core.credential.AzureKeyCredential;
-import com.azure.search.documents.indexes.SearchIndexClient;
-import com.azure.search.documents.indexes.SearchIndexClientBuilder;
-import org.springframework.ai.azure.openai.AzureOpenAiEmbeddingModel;
-import org.springframework.ai.embedding.EmbeddingModel;
-/*import org.springframework.ai.openai.OpenAiEmbeddingModel;
-import org.springframework.ai.openai.api.OpenAiApi;
-import org.springframework.ai.vectorstore.MongoDBAtlasVectorStore;*/
-
-import org.springframework.ai.vectorstore.VectorStore;
-import org.springframework.ai.vectorstore.azure.AzureVectorStore;
-import org.springframework.beans.factory.annotation.Autowired;
-import org.springframework.beans.factory.annotation.Qualifier;
-import org.springframework.beans.factory.annotation.Value;
-import org.springframework.boot.SpringBootConfiguration;
-import org.springframework.boot.autoconfigure.EnableAutoConfiguration;
-import org.springframework.context.annotation.Bean;
-import org.springframework.context.annotation.Configuration;
-import org.springframework.data.mongodb.core.MongoTemplate;
-
 import java.util.ArrayList;
 import java.util.List;
 
-@Configuration
-public class EmbeddingConfig {
+import org.springframework.ai.embedding.EmbeddingModel;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.ai.vectorstore.azure.AzureVectorStore;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+import com.azure.core.credential.AzureKeyCredential;
+import com.azure.search.documents.indexes.SearchIndexClient;
+import com.azure.search.documents.indexes.SearchIndexClientBuilder;
+
+//@Configuration
+public class VectorStoreConfig {
 
 
     @Value("${spring.ai.vectorstore.azure.api-key}")
@@ -42,7 +34,7 @@ public class EmbeddingConfig {
     }
 
     @Bean
-    public VectorStore vectorStore(SearchIndexClient searchIndexClient, @Qualifier("azureOpenAiEmbeddingModel") EmbeddingModel embeddingModel) {
+    public VectorStore azureVectorStore(SearchIndexClient searchIndexClient, @Qualifier("azureOpenAiEmbeddingModel") EmbeddingModel embeddingModel) {
         List<AzureVectorStore.MetadataField> fields = new ArrayList<>();
 
         fields.add(AzureVectorStore.MetadataField.text("KsApplicationName"));
@@ -56,3 +48,6 @@ public class EmbeddingConfig {
     }
 }
 
+
+
+
diff --git a/src/main/java/com/olympus/apollo/controllers/SearchDocController.java b/src/main/java/com/olympus/apollo/controllers/SearchDocController.java
new file mode 100644
index 0000000..49392bf
--- /dev/null
+++ b/src/main/java/com/olympus/apollo/controllers/SearchDocController.java
@@ -0,0 +1,53 @@
+package com.olympus.apollo.controllers;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import org.slf4j.LoggerFactory;
+import org.springframework.ai.document.Document;
+import org.springframework.ai.vectorstore.SearchRequest;
+import org.springframework.ai.vectorstore.VectorStore;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+import com.olympus.apollo.dto.VectorSearchRequest;
+
+import ch.qos.logback.classic.Logger;
+
+@RestController
+@RequestMapping("/api/vsearch")
+
+public class SearchDocController {
+
+    @Autowired
+    private VectorStore vectorStore;
+
+    Logger logger = (Logger) LoggerFactory.getLogger(SearchDocController.class);
+    
+    @PostMapping("/doc_search")
+    public List<String> vectorSearch(@RequestBody VectorSearchRequest vectorSearchRequest) {
+
+         SearchRequest request = SearchRequest.defaults()
+                .withQuery(vectorSearchRequest.getQuery())
+                .withTopK(vectorSearchRequest.getTopK())
+                .withSimilarityThreshold(vectorSearchRequest.getThreshold());
+
+        if(vectorSearchRequest.getFilterQuery() != null && !vectorSearchRequest.getFilterQuery().isEmpty()){
+            request.withFilterExpression(vectorSearchRequest.getFilterQuery());
+            logger.info("Using Filter expression: " + vectorSearchRequest.getFilterQuery());
+        }
+
+        List<Document> docs  = this.vectorStore.similaritySearch(request);
+        logger.info("Number of VDB retrieved documents: " + docs.size());
+
+        List<String> results = new ArrayList<>();
+        for(Document doc : docs){
+            results.add(doc.getContent());
+        }
+       return results;
+        
+    }
+}
diff --git a/src/main/java/com/olympus/apollo/dto/VectorSearchRequest.java b/src/main/java/com/olympus/apollo/dto/VectorSearchRequest.java
new file mode 100644
index 0000000..c3bea71
--- /dev/null
+++ b/src/main/java/com/olympus/apollo/dto/VectorSearchRequest.java
@@ -0,0 +1,20 @@
+package com.olympus.apollo.dto;
+
+import lombok.AllArgsConstructor;
+import lombok.Getter;
+import lombok.NoArgsConstructor;
+import lombok.Setter;
+
+@Getter
+@Setter
+@AllArgsConstructor
+@NoArgsConstructor
+public class VectorSearchRequest {
+
+
+    private String query;
+    private String filterQuery;
+    private int topK;
+    private float threshold;
+
+}
diff --git a/src/main/java/com/olympus/apollo/security/config/SecurityConfig.java b/src/main/java/com/olympus/apollo/security/config/SecurityConfig.java
index 195b422..50e215f 100644
--- a/src/main/java/com/olympus/apollo/security/config/SecurityConfig.java
+++ b/src/main/java/com/olympus/apollo/security/config/SecurityConfig.java
@@ -1,21 +1,14 @@
 package com.olympus.apollo.security.config;
 
-import jakarta.servlet.http.HttpServletResponse;
-import lombok.RequiredArgsConstructor;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.context.annotation.Bean;
 import org.springframework.context.annotation.Configuration;
-
-import org.springframework.context.annotation.Lazy;
 import org.springframework.security.authentication.AuthenticationManager;
-
-import org.springframework.security.authentication.AuthenticationProvider;
 import org.springframework.security.authentication.dao.DaoAuthenticationProvider;
 import org.springframework.security.config.annotation.authentication.configuration.AuthenticationConfiguration;
 import org.springframework.security.config.annotation.web.builders.HttpSecurity;
 import org.springframework.security.config.annotation.web.configuration.EnableWebSecurity;
 import org.springframework.security.config.http.SessionCreationPolicy;
-import org.springframework.security.core.userdetails.UserDetailsService;
 import org.springframework.security.crypto.password.NoOpPasswordEncoder;
 import org.springframework.security.crypto.password.PasswordEncoder;
 import org.springframework.security.web.SecurityFilterChain;
@@ -77,8 +70,9 @@ public class SecurityConfig {
         http.csrf(csrf -> csrf.disable())
                 .sessionManagement(session -> session.sessionCreationPolicy(SessionCreationPolicy.STATELESS))
                 .authorizeHttpRequests(auth -> auth.requestMatchers("/api/auth/**").permitAll()
-                        .requestMatchers("/api/test/**").permitAll()
-                        .anyRequest().authenticated()); //permitAll());
+                .requestMatchers("/api/test/**").permitAll()
+                .requestMatchers("/**").permitAll()
+                .anyRequest().authenticated()); //permitAll());
 
         http.authenticationProvider(authenticationProvider());
 
diff --git a/src/main/java/com/olympus/apollo/services/KSIngestor.java b/src/main/java/com/olympus/apollo/services/KSIngestor.java
index 5463a7b..b277a71 100644
--- a/src/main/java/com/olympus/apollo/services/KSIngestor.java
+++ b/src/main/java/com/olympus/apollo/services/KSIngestor.java
@@ -232,6 +232,7 @@ public class KSIngestor {
     }
 
     public List<String> testSimilaritySearch(String query,String filterQuery) {
+        
         SearchRequest searchRequest = SearchRequest.defaults().withQuery(query).withTopK(5).withSimilarityThreshold(0.1);
 
         if(filterQuery!=null && !filterQuery.isEmpty()){
diff --git a/src/main/resources/application.yml b/src/main/resources/application.yml
index 6a638e2..be51639 100644
--- a/src/main/resources/application.yml
+++ b/src/main/resources/application.yml
@@ -12,8 +12,8 @@ spring:
   ai:
     azure:
       openai:
-        endpoint: "https://ai-olympus.openai.azure.com/"
-        api-key: "9fxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
+        endpoint: "https://ai-olympus-new.openai.azure.com/"
+        api-key: "4eHwvw6h7vHxTmI2870cR3EpEBs5L9sXZabr9nz37y39TXtk0xY5JQQJ99AKAC5RqLJXJ3w3AAABACOGLdow"
     openai:
       api-key:  "sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
     vectorstore:
@@ -21,16 +21,25 @@ spring:
         api-key: "jxKxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx"
         url: "https://search-olympus.search.windows.net"
         initialize-schema: true
+      chroma:
+        client:
+          host: "http://108.142.74.161"
+          port: "8000"
+          key-token: "nVYLh3eq92aJP4x08dNdWngilPG2ooj9"
+        initialize-schema: "true"
+        collection-name: "olympus"
   data:
     mongodb:
-      uri:
-      database:
-      username:
-      password:
+      uri: mongodb+srv://olympusadmin:Camilla123!@db-olympus.global.mongocluster.cosmos.azure.com/?tls=true&authMechanism=SCRAM-SHA-256&retrywrites=false&maxIdleTimeMS=120000
+      database: olympus
+      username: olympusadmin
+      password: Camilla123!
   servlet:
     multipart:
       max-file-size: 5000000MB
       max-request-size: 500000MB
+  main:
+    allow-circular-references: true
 
 gitlab:
   path: /mnt/apollo_storage/repository #C:\\repos\\olympus_ai\\gitClone
@@ -50,4 +59,7 @@ logging:
   level:
     root: INFO
     #feign: DEBUG
-    #org.springframework.web.client: DEBUG
\ No newline at end of file
+    #org.springframework.web.client: DEBUG
+
+java-re-module:
+  url: "http://localhost:8084"
\ No newline at end of file